{"id":"W4415262425","doi":"10.31223/x5qj26","title":"Sustainable Groundwater Decisions: Hydro-Economic Model Applications to Irrigation in Contrasting Environmental Conditions","year":2025,"lang":"","type":"article","venue":"","topic":"Water resources management and optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Groundwater; Irrigation; Aquifer; Agriculture; Climate change; Irrigation statistics; Productivity; Resource (disambiguation); Agricultural productivity; Water resources","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001134346,0.0007014882,0.0008671251,0.0006482707,0.0007544718,0.001781366,0.001447431,0.002616617,0.003618106],"category_scores_gemma":[0.003853888,0.0005548942,0.0008996385,0.001237053,0.000927153,0.001097513,0.001656134,0.001428862,0.000180287],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002788763,"about_ca_system_score_gemma":0.002101539,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06860125,"about_ca_topic_score_gemma":0.05481109,"domain_scores_codex":[0.9996631,0.00019096,0.0000126055,0.00004789131,0.00003159189,0.00005382865],"domain_scores_gemma":[0.9983517,0.001257159,0.0001092019,0.0000431373,0.000154578,0.00008421903],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0000107258,0.0000137743,0.0007381054,0.000007565933,0.00000946375,0.00002898402,0.00001425628,0.9947639,0.00005253026,0.003436908,0.0001434735,0.0007803255],"study_design_scores_gemma":[0.000007357521,0.000008201015,0.0001996562,0.000003071875,0.000004288122,0.000004513146,0.00003316884,0.9972625,0.00002100068,0.00224256,0.0002086049,0.000004979264],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.734599,0.0007948109,0.2124457,0.00496673,0.0001421661,0.0002766289,0.002591294,0.0002948003,0.04388883],"genre_scores_gemma":[0.9754453,0.0003313676,0.01874721,0.0001868957,0.00002718013,0.0001806321,0.0003020277,0.00004541998,0.004734015],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06860125,"threshold_uncertainty_score":0.1364039,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008054115869581218,"score_gpt":0.2183661849679376,"score_spread":0.2103120690983564,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}